Brian Mulroney and the Transformation of Canadian International Affairs, 1984–1993
Bibliographic record
Abstract
Abstract This chapter examines the foreign policy of Progressive Conservative Prime Minister Brian Mulroney. Mulroney was an agent of change in world affairs at a time of global upheaval. The chapter covers Mulroney’s neoliberal economic approach, relations with US presidents Ronald Reagan and George H.W. Bush, the US Strategic Defense Initiative, the Polar Sea incident, the 1992 Earth Summit, Canadian accession to the Asia-Pacific Economic Cooperation and the Organization of American States, South African apartheid, the end of the Cold War, UN peacekeeping, and the Kanesatake Resistance (Oka Crisis). The cases deal with the Canadian response to the Ethiopian famine, negotiating a Canada–US free trade agreement, and acid rain. The Beyond the Book case examines Ottawa’s experience on the United Nations Security Council during the 1991 Gulf War.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.005 |
| Science and technology studies | 0.021 | 0.009 |
| Scholarly communication | 0.008 | 0.003 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.027 | 0.002 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".